{
 "benchmark": "Galvanize 2 vs open prompt-injection detectors (public eval suite)",
 "run": {
  "date_utc": "2026-10-12T05:29:16Z",
  "hardware": "1x NVIDIA L4 GPU, fp32, TF32 off",
  "device": "cuda",
  "torch": "2.11.0+cu130",
  "transformers": "5.18.0",
  "python": "3.13.15",
  "protocols": [
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  "limit": null
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  "revision": "27c7bcd6f46e842f4c4d8b114b30eb6b1d892965",
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   "orbench_hard": "acc",
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   "bipia": "f1",
   "piarena": "f1",
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  "supplementary_metric": {
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   "slabs_test": "f1",
   "agentic5k_test": "f1"
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 },
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  "serve": "re.sub(r\"\\s+\", \" \", text).strip(), model tokenizer, first 512 tokens, one window, fp32",
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 },
 "subsets": {
  "decontaminated": "rows listed in decontam_excluded_ids.json removed",
  "full": "every row"
 },
 "models": {
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   "repo": "usezn/Galvanize-2",
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   "error": null,
   "note": "scored from the model.safetensors file with this SHA-256; run_benchmark.py loads usezn/Galvanize-2 and refuses any other file"
  },
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  },
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 },
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    },
    "full": {
     "own": {
      "value": 0.9039,
      "n_sets": 10
     },
     "p05": {
      "value": 0.9039,
      "n_sets": 10
     }
    }
   },
   "hz": {
    "decontaminated": {
     "own": {
      "value": 0.9029,
      "n_sets": 10
     },
     "p05": {
      "value": 0.9029,
      "n_sets": 10
     }
    },
    "full": {
     "own": {
      "value": 0.9031,
      "n_sets": 10
     },
     "p05": {
      "value": 0.9031,
      "n_sets": 10
     }
    }
   }
  },
  "horizon-large": {
   "serve": {
    "decontaminated": {
     "own": {
      "value": 0.8839,
      "n_sets": 10
     },
     "p05": {
      "value": 0.8839,
      "n_sets": 10
     }
    },
    "full": {
     "own": {
      "value": 0.8846,
      "n_sets": 10
     },
     "p05": {
      "value": 0.8846,
      "n_sets": 10
     }
    }
   },
   "hz": {
    "decontaminated": {
     "own": {
      "value": 0.8992,
      "n_sets": 10
     },
     "p05": {
      "value": 0.8992,
      "n_sets": 10
     }
    },
    "full": {
     "own": {
      "value": 0.899,
      "n_sets": 10
     },
     "p05": {
      "value": 0.899,
      "n_sets": 10
     }
    }
   }
  },
  "galvanize-60m": {
   "serve": {
    "decontaminated": {
     "own": {
      "value": 0.5213,
      "n_sets": 10
     },
     "p05": {
      "value": 0.5304,
      "n_sets": 10
     }
    },
    "full": {
     "own": {
      "value": 0.5307,
      "n_sets": 10
     },
     "p05": {
      "value": 0.5421,
      "n_sets": 10
     }
    }
   },
   "hz": {
    "decontaminated": {
     "own": {
      "value": 0.5954,
      "n_sets": 10
     },
     "p05": {
      "value": 0.6018,
      "n_sets": 10
     }
    },
    "full": {
     "own": {
      "value": 0.6057,
      "n_sets": 10
     },
     "p05": {
      "value": 0.6136,
      "n_sets": 10
     }
    }
   }
  },
  "protectai-v2": {
   "serve": {
    "decontaminated": {
     "own": {
      "value": 0.6218,
      "n_sets": 10
     },
     "p05": {
      "value": 0.6218,
      "n_sets": 10
     }
    },
    "full": {
     "own": {
      "value": 0.6257,
      "n_sets": 10
     },
     "p05": {
      "value": 0.6257,
      "n_sets": 10
     }
    }
   },
   "hz": {
    "decontaminated": {
     "own": {
      "value": 0.6306,
      "n_sets": 10
     },
     "p05": {
      "value": 0.6306,
      "n_sets": 10
     }
    },
    "full": {
     "own": {
      "value": 0.6349,
      "n_sets": 10
     },
     "p05": {
      "value": 0.6349,
      "n_sets": 10
     }
    }
   }
  },
  "deepset": {
   "serve": {
    "decontaminated": {
     "own": {
      "value": 0.7838,
      "n_sets": 10
     },
     "p05": {
      "value": 0.7838,
      "n_sets": 10
     }
    },
    "full": {
     "own": {
      "value": 0.8092,
      "n_sets": 10
     },
     "p05": {
      "value": 0.8092,
      "n_sets": 10
     }
    }
   },
   "hz": {
    "decontaminated": {
     "own": {
      "value": 0.7838,
      "n_sets": 10
     },
     "p05": {
      "value": 0.7838,
      "n_sets": 10
     }
    },
    "full": {
     "own": {
      "value": 0.8092,
      "n_sets": 10
     },
     "p05": {
      "value": 0.8092,
      "n_sets": 10
     }
    }
   }
  },
  "wolf-defender": {
   "serve": {
    "decontaminated": {
     "own": {
      "value": 0.7652,
      "n_sets": 10
     },
     "p05": {
      "value": 0.7652,
      "n_sets": 10
     }
    },
    "full": {
     "own": {
      "value": 0.7708,
      "n_sets": 10
     },
     "p05": {
      "value": 0.7708,
      "n_sets": 10
     }
    }
   },
   "hz": {
    "decontaminated": {
     "own": {
      "value": 0.7542,
      "n_sets": 10
     },
     "p05": {
      "value": 0.7542,
      "n_sets": 10
     }
    },
    "full": {
     "own": {
      "value": 0.7589,
      "n_sets": 10
     },
     "p05": {
      "value": 0.7589,
      "n_sets": 10
     }
    }
   }
  },
  "neuraltrust-small": {
   "serve": {
    "decontaminated": {
     "own": {
      "value": 0.5346,
      "n_sets": 10
     },
     "p05": {
      "value": 0.5346,
      "n_sets": 10
     }
    },
    "full": {
     "own": {
      "value": 0.5344,
      "n_sets": 10
     },
     "p05": {
      "value": 0.5344,
      "n_sets": 10
     }
    }
   },
   "hz": {
    "decontaminated": {
     "own": {
      "value": 0.5287,
      "n_sets": 10
     },
     "p05": {
      "value": 0.5287,
      "n_sets": 10
     }
    },
    "full": {
     "own": {
      "value": 0.5273,
      "n_sets": 10
     },
     "p05": {
      "value": 0.5273,
      "n_sets": 10
     }
    }
   }
  }
 },
 "reproduction_vs_horizon_published": {
  "deepset": {
   "delta_acc": {
    "agentic5k_test": 0.0,
    "bipia": 0.0,
    "boundary_pairs_test": 0.0,
    "deepset_test": 0.0,
    "jackhhao_test": 0.0,
    "llmail_phase2": 0.0,
    "neuralchemy_test": 0.0,
    "notinject": 0.0,
    "orbench_hard": 0.0,
    "piarena": 0.0,
    "simsonsun_jailbreaks": -0.0004,
    "slabs_test": 0.0019,
    "xstest": 0.0
   },
   "delta_auroc": {
    "agentic5k_test": -0.0006,
    "bipia": 0.0008,
    "boundary_pairs_test": 0.002,
    "deepset_test": 0.0,
    "jackhhao_test": 0.0019,
    "neuralchemy_test": -0.0001,
    "piarena": 0.0001,
    "slabs_test": 0.0
   },
   "max_abs_delta_acc": 0.0019,
   "max_abs_delta_auroc": 0.002
  },
  "horizon-base": {
   "delta_acc": {
    "agentic5k_test": -0.0019,
    "bipia": 0.0022,
    "boundary_pairs_test": 0.0,
    "deepset_test": 0.0086,
    "jackhhao_test": 0.0,
    "llmail_phase2": 0.0,
    "neuralchemy_test": 0.0,
    "notinject": 0.0,
    "orbench_hard": -0.0007,
    "piarena": 0.0007,
    "simsonsun_jailbreaks": 0.0013,
    "slabs_test": 0.0005,
    "xstest": 0.0
   },
   "delta_auroc": {
    "agentic5k_test": 0.0,
    "bipia": 0.0001,
    "boundary_pairs_test": -0.0001,
    "deepset_test": 0.0005,
    "jackhhao_test": 0.0,
    "neuralchemy_test": 0.0,
    "piarena": 0.0,
    "slabs_test": 0.0
   },
   "max_abs_delta_acc": 0.0086,
   "max_abs_delta_auroc": 0.0005
  },
  "neuraltrust-small": {
   "delta_acc": {
    "agentic5k_test": -0.0055,
    "bipia": 0.0003,
    "boundary_pairs_test": 0.0,
    "deepset_test": 0.0086,
    "jackhhao_test": 0.0,
    "llmail_phase2": -0.001,
    "neuralchemy_test": -0.0021,
    "notinject": 0.0,
    "orbench_hard": -0.0007,
    "piarena": 0.0,
    "simsonsun_jailbreaks": 0.0004,
    "slabs_test": -0.0019,
    "xstest": 0.0
   },
   "delta_auroc": {
    "agentic5k_test": 0.0018,
    "bipia": 0.0004,
    "boundary_pairs_test": -0.0007,
    "deepset_test": -0.0015,
    "jackhhao_test": -0.0001,
    "neuralchemy_test": 0.0,
    "piarena": 0.0004,
    "slabs_test": 0.0
   },
   "max_abs_delta_acc": 0.0086,
   "max_abs_delta_auroc": 0.0018
  },
  "protectai-v2": {
   "delta_acc": {
    "agentic5k_test": 0.0,
    "bipia": 0.0003,
    "boundary_pairs_test": 0.0,
    "deepset_test": 0.0,
    "jackhhao_test": 0.0,
    "llmail_phase2": -0.0005,
    "neuralchemy_test": 0.0,
    "notinject": 0.003,
    "orbench_hard": 0.0,
    "piarena": 0.0,
    "simsonsun_jailbreaks": 0.0008,
    "slabs_test": 0.0005,
    "xstest": 0.0
   },
   "delta_auroc": {
    "agentic5k_test": -0.0003,
    "bipia": -0.0002,
    "boundary_pairs_test": 0.0007,
    "deepset_test": 0.0009,
    "jackhhao_test": -0.0002,
    "neuralchemy_test": 0.0004,
    "piarena": 0.0001,
    "slabs_test": 0.0
   },
   "max_abs_delta_acc": 0.003,
   "max_abs_delta_auroc": 0.0009
  },
  "wolf-defender": {
   "delta_acc": {
    "agentic5k_test": 0.0055,
    "bipia": -0.001,
    "boundary_pairs_test": -0.0042,
    "deepset_test": 0.0,
    "jackhhao_test": 0.0,
    "llmail_phase2": 0.0005,
    "neuralchemy_test": -0.001,
    "notinject": 0.0029,
    "orbench_hard": 0.0023,
    "piarena": 0.0014,
    "simsonsun_jailbreaks": -0.0016,
    "slabs_test": 0.0005,
    "xstest": 0.0
   },
   "delta_auroc": {
    "agentic5k_test": 0.0001,
    "bipia": -0.0003,
    "boundary_pairs_test": 0.0005,
    "deepset_test": -0.0013,
    "jackhhao_test": -0.0003,
    "neuralchemy_test": -0.0001,
    "piarena": 0.0002,
    "slabs_test": -0.0001
   },
   "max_abs_delta_acc": 0.0055,
   "max_abs_delta_auroc": 0.0013
  }
 },
 "not_evaluated": {
  "leolee99/PIGuard": "custom architecture that needs trust_remote_code (excluded by policy)",
  "meta-llama/Llama-Prompt-Guard-2-86M": "gated (manual approval, Llama license)",
  "meta-llama/Llama-Prompt-Guard-2-22M": "gated (manual approval, Llama license)",
  "qualifire/prompt-injections-benchmark (dataset)": "gated and non-commercial; not in the public suite",
  "Mindgard/evaded-prompt-injection-and-jailbreak-samples (dataset)": "gated and non-commercial; not in the public suite",
  "Horizon synthetic_* sets (dataset)": "generated with the same generator as Horizon's training data (in-distribution for Horizon and, through initialisation, for Galvanize 2)",
  "Commercial APIs (e.g. Lakera Guard, Azure Prompt Shields)": "paid APIs, not open weights"
 }
}